Results
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplotly(ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd, text = paste0("Lineup: ", lineup))) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs. Uncertainty',
subtitle = 'Pareto Lineups Bolded'))
psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
5471
|
123.30
|
2.99
|
Deshaun Watson
|
HOU
|
QB
|
23.34
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.90
|
0.53
|
9300
|
|
David Montgomery
|
CHI
|
RB
|
12.73
|
0.57
|
5900
|
|
Julio Jones
|
ATL
|
WR
|
16.20
|
0.23
|
8200
|
|
Stefon Diggs
|
BUF
|
WR
|
14.90
|
0.30
|
7600
|
|
Cole Beasley
|
BUF
|
WR
|
9.88
|
0.17
|
5300
|
|
Nelson Agholor
|
LVR
|
WR
|
8.88
|
0.19
|
5000
|
|
Evan Engram
|
NYG
|
TE
|
9.03
|
0.44
|
5500
|
|
Tennessee Titans
|
TEN
|
DST
|
7.45
|
0.44
|
3800
|
|
6715
|
124.63
|
3.79
|
Deshaun Watson
|
HOU
|
QB
|
23.42
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.04
|
0.53
|
9300
|
|
Derrick Henry
|
TEN
|
RB
|
19.13
|
0.95
|
8900
|
|
D’Andre Swift
|
DET
|
RB
|
12.13
|
0.41
|
6000
|
|
Stefon Diggs
|
BUF
|
WR
|
15.41
|
0.30
|
7600
|
|
Cole Beasley
|
BUF
|
WR
|
9.68
|
0.17
|
5300
|
|
Nelson Agholor
|
LVR
|
WR
|
8.32
|
0.19
|
5000
|
|
Darren Waller
|
LVR
|
TE
|
11.65
|
0.85
|
6400
|
|
Dallas Cowboys
|
DAL
|
DST
|
4.84
|
0.27
|
3000
|
|
844
|
125.22
|
3.80
|
Russell Wilson
|
SEA
|
QB
|
24.55
|
0.29
|
9000
|
|
Dalvin Cook
|
MIN
|
RB
|
20.32
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
16.69
|
0.60
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.61
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.26
|
0.30
|
7600
|
|
Cole Beasley
|
BUF
|
WR
|
9.62
|
0.17
|
5300
|
|
Nelson Agholor
|
LVR
|
WR
|
8.52
|
0.19
|
5000
|
|
Hayden Hurst
|
ATL
|
TE
|
9.16
|
0.45
|
5600
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
8.49
|
0.69
|
5000
|
|
4108
|
125.52
|
3.84
|
Deshaun Watson
|
HOU
|
QB
|
23.50
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
19.50
|
0.53
|
9300
|
|
James Conner
|
PIT
|
RB
|
16.44
|
0.23
|
8200
|
|
David Johnson
|
HOU
|
RB
|
13.98
|
0.55
|
6800
|
|
Tyler Lockett
|
SEA
|
WR
|
14.95
|
0.75
|
7400
|
|
Cole Beasley
|
BUF
|
WR
|
9.86
|
0.17
|
5300
|
|
Nelson Agholor
|
LVR
|
WR
|
8.86
|
0.19
|
5000
|
|
Darren Waller
|
LVR
|
TE
|
11.72
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.71
|
0.44
|
3300
|
|
2124
|
129.55
|
3.91
|
Deshaun Watson
|
HOU
|
QB
|
23.16
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.61
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
15.76
|
0.60
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
13.38
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.10
|
0.30
|
7600
|
|
Mike Williams
|
LAC
|
WR
|
11.53
|
0.55
|
6200
|
|
Cole Beasley
|
BUF
|
WR
|
9.69
|
0.17
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
13.34
|
0.85
|
6400
|
|
Houston Texans
|
HOU
|
DST
|
6.98
|
0.22
|
3700
|
|
1154
|
133.14
|
3.94
|
Deshaun Watson
|
HOU
|
QB
|
23.49
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
21.77
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
18.25
|
0.60
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
13.37
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.19
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
16.50
|
0.67
|
7500
|
|
Nelson Agholor
|
LVR
|
WR
|
8.50
|
0.19
|
5000
|
|
Noah Fant
|
DEN
|
TE
|
9.88
|
0.52
|
5800
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.18
|
0.44
|
3300
|
|
6557
|
133.67
|
5.02
|
Josh Allen
|
BUF
|
QB
|
24.02
|
1.01
|
8200
|
|
Dalvin Cook
|
MIN
|
RB
|
21.41
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
17.02
|
0.60
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
12.97
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.86
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
16.54
|
0.67
|
7500
|
|
Cole Beasley
|
BUF
|
WR
|
9.38
|
0.17
|
5300
|
|
Hunter Henry
|
LAC
|
TE
|
9.97
|
0.71
|
5600
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.50
|
0.44
|
3300
|
|
7839
|
134.58
|
5.18
|
Deshaun Watson
|
HOU
|
QB
|
23.29
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
21.24
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
17.05
|
0.60
|
7300
|
|
Antonio Gibson
|
WAS
|
RB
|
17.49
|
1.89
|
6200
|
|
Stefon Diggs
|
BUF
|
WR
|
15.32
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
15.50
|
0.67
|
7500
|
|
Nelson Agholor
|
LVR
|
WR
|
8.85
|
0.19
|
5000
|
|
Evan Engram
|
NYG
|
TE
|
9.09
|
0.44
|
5500
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.76
|
0.44
|
3300
|
|
2700
|
134.68
|
5.55
|
Deshaun Watson
|
HOU
|
QB
|
23.32
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.58
|
0.53
|
9300
|
|
Antonio Gibson
|
WAS
|
RB
|
16.09
|
1.89
|
6200
|
|
David Montgomery
|
CHI
|
RB
|
13.25
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
16.11
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
16.86
|
0.67
|
7500
|
|
Nelson Agholor
|
LVR
|
WR
|
8.82
|
0.19
|
5000
|
|
Darren Waller
|
LVR
|
TE
|
12.33
|
0.85
|
6400
|
|
Tennessee Titans
|
TEN
|
DST
|
7.31
|
0.44
|
3800
|
|
235
|
135.15
|
5.70
|
Deshaun Watson
|
HOU
|
QB
|
23.38
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.04
|
0.53
|
9300
|
|
Josh Jacobs
|
LVR
|
RB
|
16.45
|
0.73
|
7700
|
|
Antonio Gibson
|
WAS
|
RB
|
18.02
|
1.89
|
6200
|
|
Stefon Diggs
|
BUF
|
WR
|
15.26
|
0.30
|
7600
|
|
Darius Slayton
|
NYG
|
WR
|
12.11
|
0.66
|
5900
|
|
Cole Beasley
|
BUF
|
WR
|
9.59
|
0.17
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
13.75
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.56
|
0.44
|
3300
|
|
404
|
135.47
|
5.93
|
Deshaun Watson
|
HOU
|
QB
|
23.41
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.56
|
0.53
|
9300
|
|
Josh Jacobs
|
LVR
|
RB
|
16.82
|
0.73
|
7700
|
|
Antonio Gibson
|
WAS
|
RB
|
17.81
|
1.89
|
6200
|
|
Terry McLaurin
|
WAS
|
WR
|
15.16
|
0.76
|
7200
|
|
Darius Slayton
|
NYG
|
WR
|
12.87
|
0.66
|
5900
|
|
Cole Beasley
|
BUF
|
WR
|
9.69
|
0.17
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
12.03
|
0.85
|
6400
|
|
Houston Texans
|
HOU
|
DST
|
7.12
|
0.22
|
3700
|
|
9973
|
135.92
|
6.42
|
Deshaun Watson
|
HOU
|
QB
|
23.48
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
20.92
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
16.39
|
0.60
|
7300
|
|
Antonio Gibson
|
WAS
|
RB
|
17.81
|
1.89
|
6200
|
|
Stefon Diggs
|
BUF
|
WR
|
15.72
|
0.30
|
7600
|
|
Brandin Cooks
|
HOU
|
WR
|
12.22
|
1.08
|
6100
|
|
Cole Beasley
|
BUF
|
WR
|
9.21
|
0.17
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
12.18
|
0.85
|
6400
|
|
Jacksonville Jaguars
|
JAC
|
DST
|
7.99
|
0.87
|
3500
|
|
7451
|
136.17
|
6.45
|
Josh Allen
|
BUF
|
QB
|
24.24
|
1.01
|
8200
|
|
Dalvin Cook
|
MIN
|
RB
|
21.16
|
0.53
|
9300
|
|
Antonio Gibson
|
WAS
|
RB
|
17.35
|
1.89
|
6200
|
|
David Montgomery
|
CHI
|
RB
|
13.58
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.60
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
15.21
|
0.67
|
7500
|
|
Cole Beasley
|
BUF
|
WR
|
9.96
|
0.17
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
12.58
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.49
|
0.44
|
3300
|
|
5504
|
136.37
|
6.57
|
Deshaun Watson
|
HOU
|
QB
|
23.44
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
21.24
|
0.53
|
9300
|
|
Josh Jacobs
|
LVR
|
RB
|
17.67
|
0.73
|
7700
|
|
Antonio Gibson
|
WAS
|
RB
|
14.98
|
1.89
|
6200
|
|
Tyler Lockett
|
SEA
|
WR
|
15.88
|
0.75
|
7400
|
|
Brandin Cooks
|
HOU
|
WR
|
13.40
|
1.08
|
6100
|
|
Cole Beasley
|
BUF
|
WR
|
9.76
|
0.17
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
12.96
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
7.06
|
0.44
|
3300
|
|
9434
|
137.06
|
6.89
|
Justin Herbert
|
LAC
|
QB
|
23.45
|
0.81
|
7900
|
|
Dalvin Cook
|
MIN
|
RB
|
20.26
|
0.53
|
9300
|
|
Antonio Gibson
|
WAS
|
RB
|
18.90
|
1.89
|
6200
|
|
David Montgomery
|
CHI
|
RB
|
12.92
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.64
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
14.66
|
0.67
|
7500
|
|
Christian Kirk
|
ARI
|
WR
|
12.22
|
0.82
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
11.78
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
7.24
|
0.44
|
3300
|
|
2162
|
139.21
|
7.17
|
Justin Herbert
|
LAC
|
QB
|
23.92
|
0.81
|
7900
|
|
Dalvin Cook
|
MIN
|
RB
|
20.90
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
16.55
|
0.60
|
7300
|
|
Antonio Gibson
|
WAS
|
RB
|
18.34
|
1.89
|
6200
|
|
Stefon Diggs
|
BUF
|
WR
|
15.78
|
0.30
|
7600
|
|
Brandin Cooks
|
HOU
|
WR
|
12.99
|
1.08
|
6100
|
|
Darius Slayton
|
NYG
|
WR
|
12.12
|
0.66
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
12.37
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.24
|
0.44
|
3300
|
|
3389
|
139.25
|
7.34
|
Kyler Murray
|
ARI
|
QB
|
34.39
|
3.06
|
8600
|
|
Dalvin Cook
|
MIN
|
RB
|
20.28
|
0.53
|
9300
|
|
Derrick Henry
|
TEN
|
RB
|
19.45
|
0.95
|
8900
|
|
David Montgomery
|
CHI
|
RB
|
12.82
|
0.57
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
15.53
|
0.75
|
7400
|
|
Cole Beasley
|
BUF
|
WR
|
9.83
|
0.17
|
5300
|
|
Nelson Agholor
|
LVR
|
WR
|
8.59
|
0.19
|
5000
|
|
Darren Waller
|
LVR
|
TE
|
13.01
|
0.85
|
6400
|
|
Dallas Cowboys
|
DAL
|
DST
|
5.35
|
0.27
|
3000
|
|
9823
|
139.66
|
7.88
|
Kyler Murray
|
ARI
|
QB
|
34.11
|
3.06
|
8600
|
|
Dalvin Cook
|
MIN
|
RB
|
21.20
|
0.53
|
9300
|
|
Derrick Henry
|
TEN
|
RB
|
19.47
|
0.95
|
8900
|
|
David Montgomery
|
CHI
|
RB
|
12.47
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.40
|
0.30
|
7600
|
|
Brandin Cooks
|
HOU
|
WR
|
12.72
|
1.08
|
6100
|
|
Cole Beasley
|
BUF
|
WR
|
9.88
|
0.17
|
5300
|
|
Logan Thomas
|
WAS
|
TE
|
7.57
|
0.77
|
5000
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.83
|
0.44
|
3300
|
|
786
|
140.45
|
7.93
|
Kyler Murray
|
ARI
|
QB
|
28.83
|
3.06
|
8600
|
|
Derrick Henry
|
TEN
|
RB
|
20.89
|
0.95
|
8900
|
|
James Robinson
|
JAC
|
RB
|
16.49
|
0.60
|
7300
|
|
David Montgomery
|
CHI
|
RB
|
14.13
|
0.57
|
5900
|
|
Keenan Allen
|
LAC
|
WR
|
16.21
|
0.67
|
7500
|
|
Robby Anderson
|
CAR
|
WR
|
13.12
|
0.34
|
6600
|
|
Christian Kirk
|
ARI
|
WR
|
12.94
|
0.82
|
5900
|
|
T.J. Hockenson
|
DET
|
TE
|
10.95
|
0.49
|
6000
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.90
|
0.44
|
3300
|
|
2241
|
141.50
|
8.06
|
Deshaun Watson
|
HOU
|
QB
|
23.30
|
0.11
|
8300
|
|
Dalvin Cook
|
MIN
|
RB
|
21.16
|
0.53
|
9300
|
|
Chase Edmonds
|
ARI
|
RB
|
20.42
|
2.67
|
6700
|
|
Antonio Gibson
|
WAS
|
RB
|
19.41
|
1.89
|
6200
|
|
DeAndre Hopkins
|
ARI
|
WR
|
17.50
|
0.71
|
8800
|
|
Darius Slayton
|
NYG
|
WR
|
11.91
|
0.66
|
5900
|
|
Nelson Agholor
|
LVR
|
WR
|
9.06
|
0.19
|
5000
|
|
Darren Waller
|
LVR
|
TE
|
11.69
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
7.05
|
0.44
|
3300
|
|
4941
|
141.84
|
10.16
|
Josh Allen
|
BUF
|
QB
|
23.76
|
1.01
|
8200
|
|
Dalvin Cook
|
MIN
|
RB
|
20.88
|
0.53
|
9300
|
|
Antonio Gibson
|
WAS
|
RB
|
17.07
|
1.89
|
6200
|
|
David Montgomery
|
CHI
|
RB
|
12.54
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.97
|
0.30
|
7600
|
|
Tyler Lockett
|
SEA
|
WR
|
15.12
|
0.75
|
7400
|
|
Tim Patrick
|
DEN
|
WR
|
18.47
|
4.03
|
5300
|
|
Darren Waller
|
LVR
|
TE
|
11.53
|
0.85
|
6400
|
|
Houston Texans
|
HOU
|
DST
|
6.50
|
0.22
|
3700
|
|
8881
|
145.54
|
10.89
|
Kyler Murray
|
ARI
|
QB
|
32.86
|
3.06
|
8600
|
|
Dalvin Cook
|
MIN
|
RB
|
21.32
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
17.12
|
0.60
|
7300
|
|
Antonio Gibson
|
WAS
|
RB
|
15.42
|
1.89
|
6200
|
|
Terry McLaurin
|
WAS
|
WR
|
15.43
|
0.76
|
7200
|
|
Robby Anderson
|
CAR
|
WR
|
12.35
|
0.34
|
6600
|
|
Marcus Johnson
|
IND
|
WR
|
10.16
|
2.42
|
4900
|
|
Darren Waller
|
LVR
|
TE
|
13.56
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
7.33
|
0.44
|
3300
|
|
3617
|
145.83
|
12.54
|
Kyler Murray
|
ARI
|
QB
|
30.95
|
3.06
|
8600
|
|
Dalvin Cook
|
MIN
|
RB
|
21.36
|
0.53
|
9300
|
|
Jonathan Taylor
|
IND
|
RB
|
17.80
|
2.11
|
6400
|
|
Antonio Gibson
|
WAS
|
RB
|
16.01
|
1.89
|
6200
|
|
Keenan Allen
|
LAC
|
WR
|
15.31
|
0.67
|
7500
|
|
DeVante Parker
|
MIA
|
WR
|
15.36
|
2.09
|
6300
|
|
Marquise Brown
|
BAL
|
WR
|
10.62
|
0.46
|
5800
|
|
Darren Waller
|
LVR
|
TE
|
11.89
|
0.85
|
6400
|
|
Jacksonville Jaguars
|
JAC
|
DST
|
6.53
|
0.87
|
3500
|
|
9395
|
151.63
|
12.80
|
Kyler Murray
|
ARI
|
QB
|
31.88
|
3.06
|
8600
|
|
Dalvin Cook
|
MIN
|
RB
|
21.45
|
0.53
|
9300
|
|
Chase Edmonds
|
ARI
|
RB
|
17.61
|
2.67
|
6700
|
|
David Montgomery
|
CHI
|
RB
|
12.35
|
0.57
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
15.24
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
15.40
|
0.67
|
7500
|
|
Tim Patrick
|
DEN
|
WR
|
20.93
|
4.03
|
5300
|
|
Noah Fant
|
DEN
|
TE
|
10.23
|
0.52
|
5800
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.53
|
0.44
|
3300
|
|
7921
|
154.33
|
16.35
|
Chase Daniel
|
DET
|
QB
|
37.90
|
9.61
|
6000
|
|
Dalvin Cook
|
MIN
|
RB
|
21.33
|
0.53
|
9300
|
|
James Robinson
|
JAC
|
RB
|
16.42
|
0.60
|
7300
|
|
Chase Edmonds
|
ARI
|
RB
|
16.85
|
2.67
|
6700
|
|
Stefon Diggs
|
BUF
|
WR
|
15.67
|
0.30
|
7600
|
|
Keenan Allen
|
LAC
|
WR
|
15.46
|
0.67
|
7500
|
|
Darius Slayton
|
NYG
|
WR
|
11.45
|
0.66
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
12.71
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.54
|
0.44
|
3300
|
|
4555
|
165.27
|
17.58
|
Chase Daniel
|
DET
|
QB
|
49.00
|
9.61
|
6000
|
|
Derrick Henry
|
TEN
|
RB
|
19.40
|
0.95
|
8900
|
|
Chase Edmonds
|
ARI
|
RB
|
17.13
|
2.67
|
6700
|
|
David Montgomery
|
CHI
|
RB
|
13.71
|
0.57
|
5900
|
|
DeAndre Hopkins
|
ARI
|
WR
|
18.11
|
0.71
|
8800
|
|
Keenan Allen
|
LAC
|
WR
|
15.51
|
0.67
|
7500
|
|
JuJu Smith-Schuster
|
PIT
|
WR
|
12.92
|
1.10
|
6500
|
|
Darren Waller
|
LVR
|
TE
|
12.52
|
0.85
|
6400
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.97
|
0.44
|
3300
|